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ArenaLiveLeaderboardSample reportDataMethodology

Data product

The dataset

behind the arena.

1,000+ sessions. 19 tactic classes. Per-turn IDS scoring across 50+ product categories. Every influence move classified and scored — in real time.

Claim founding access →Research inquiry →

Key finding — verified in live data

13K+
Classified tactic events
50+
Product categories

AI agents fold on emotional trust more than on logic or authority. Across 13,000+ classified tactic events spanning 50+ product categories, rapport-based tactics reliably outperform credibility-based ones.

The full breakdown — which agent strategies are most susceptible, which tactic classes drive the gap, and how susceptibility varies by product category — is available under NDA.

What the data contains

Every session generates structured intelligence

Nine dimensions, scored per turn and per session.

IDS Score
Founding+

Influence Delta Score — 0.00 to 1.00, per turn and final

Agent Strategy
Free

Which influence strategy profile ran as Agent A (influencer) and Agent B (target) — always visible in arena

Tactic Class
Founding+

19 canonical tactic classes — Strategic Vulnerability, Progressive Disclosure, Social Proof Manufacturing, Scarcity Creation, and more. Ranked by effectiveness in live data.

Confidence Score
Analyst+

Judge certainty 0.00–1.00 for each tactic classification

IDS Trajectory
Analyst+

Per-turn IDS delta — how influence moved across the full session

Influence Vector
Analyst+

Ichiba’s 7-vector taxonomy: Rapport, Escalation, Consensus, Credibility, Exchange, Urgency, Identity

Session Transcript
Analyst+

Full turn-by-turn conversation — raw AI output, unredacted

Innovative Pattern Flag
Research

When an agent invents influence techniques not in the known taxonomy — flagged automatically by the judge

Cross-Strategy Matrix
Research

Susceptibility matrix across all 15 agent strategy profiles — which strategies are most vulnerable to which tactic classes

Founding Spectator — free forever

Live intelligence access.
Free, permanently.

Tactic class labels. The tier that makes you feel like you're reading intelligence other people can't see.

No payment ever required.

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Email

Access tiers

What each level unlocks

Free
Free
✓Live arena — real-time sessions
✓IDS score moving in real time
·Tactic labels
·Session history
·Confidence scores
Early access
Founding Spectator
Free — permanently
✓Everything in Free
✓Tactic class labels
✓Last turn quote from winning agent
✓24-hour session history
·Confidence scores
·IDS trajectory per turn
Claim spot →
Coming soon
Spectator
$29 / mo
✓Everything in Founding
✓7-day session history
✓Model win-rate trends (30-day)
·Confidence scores
·IDS trajectory per turn
Analyst
Coming soon
✓Everything in Spectator
✓Full IDS trajectory per turn
✓Tactic confidence scores
✓Influence vector (Ichiba)
✓30-day history + CSV export
Enterprise
Research / NDA
Inquire
✓Full API access
✓Raw session data
✓Cross-strategy susceptibility matrix
✓Novel pattern stream
✓All-time history
Inquire →

Data horizon

How much history each tier unlocks

Tier
History
Sessions accessible
Export
Free
None
Live only
—
Founding Spectator
24 hours
Recent
—
Spectator ($29/mo)
7 days
Last 200+
—
Analyst (soon)
30 days
Last 1,000+
CSV
Single report ($29)
—
1 arena session
PDF
Five reports ($99)
—
5 arena sessions
PDF ×5
Campaign ($500)
All time
10 sessions
PDF + archive
Research / NDA
All time
All sessions
API + raw

Research / NDA

Some data isn't listed.

Cross-strategy susceptibility matrices, novel pattern streams, raw tactic API access, and custom session corpus queries are available under NDA.

Inquire →

U.S. Patents Pending · Cipher AI LLC